Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	4104
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	709.6 KiB
Average record size in memory	177.1 B

Variable types

Numeric	22
Categorical	1

Alerts

`motor_UPDRS` is highly correlated with `total_UPDRS`	High correlation
`total_UPDRS` is highly correlated with `motor_UPDRS`	High correlation
`Jitter(%)` is highly correlated with `Jitter(Abs)` and 13 other fields	High correlation
`Jitter(Abs)` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`Jitter:RAP` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Jitter:PPQ5` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`Jitter:DDP` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer(dB)` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer:APQ3` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer:APQ5` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer:APQ11` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`Shimmer:DDA` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`NHR` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`HNR` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`RPDE` is highly correlated with `Jitter(%)` and 6 other fields	High correlation
`PPE` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`motor_UPDRS` is highly correlated with `total_UPDRS`	High correlation
`total_UPDRS` is highly correlated with `motor_UPDRS`	High correlation
`Jitter(%)` is highly correlated with `Jitter(Abs)` and 12 other fields	High correlation
`Jitter(Abs)` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`Jitter:RAP` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Jitter:PPQ5` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Jitter:DDP` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer(dB)` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer:APQ3` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer:APQ5` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer:APQ11` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer:DDA` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`NHR` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`HNR` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`RPDE` is highly correlated with `Jitter(Abs)` and 2 other fields	High correlation
`PPE` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`motor_UPDRS` is highly correlated with `total_UPDRS`	High correlation
`total_UPDRS` is highly correlated with `motor_UPDRS`	High correlation
`Jitter(%)` is highly correlated with `Jitter(Abs)` and 6 other fields	High correlation
`Jitter(Abs)` is highly correlated with `Jitter(%)` and 6 other fields	High correlation
`Jitter:RAP` is highly correlated with `Jitter(%)` and 6 other fields	High correlation
`Jitter:PPQ5` is highly correlated with `Jitter(%)` and 8 other fields	High correlation
`Jitter:DDP` is highly correlated with `Jitter(%)` and 6 other fields	High correlation
`Shimmer` is highly correlated with `Jitter:PPQ5` and 6 other fields	High correlation
`Shimmer(dB)` is highly correlated with `Jitter:PPQ5` and 7 other fields	High correlation
`Shimmer:APQ3` is highly correlated with `Shimmer` and 5 other fields	High correlation
`Shimmer:APQ5` is highly correlated with `Shimmer` and 5 other fields	High correlation
`Shimmer:APQ11` is highly correlated with `Shimmer` and 5 other fields	High correlation
`Shimmer:DDA` is highly correlated with `Shimmer` and 5 other fields	High correlation
`NHR` is highly correlated with `Jitter(%)` and 7 other fields	High correlation
`HNR` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`PPE` is highly correlated with `Jitter(%)` and 6 other fields	High correlation
`df_index` is highly correlated with `subject#` and 6 other fields	High correlation
`subject#` is highly correlated with `df_index` and 6 other fields	High correlation
`age` is highly correlated with `df_index` and 3 other fields	High correlation
`sex` is highly correlated with `df_index` and 1 other fields	High correlation
`motor_UPDRS` is highly correlated with `df_index` and 3 other fields	High correlation
`total_UPDRS` is highly correlated with `df_index` and 3 other fields	High correlation
`Jitter(%)` is highly correlated with `Jitter(Abs)` and 13 other fields	High correlation
`Jitter(Abs)` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`Jitter:RAP` is highly correlated with `Jitter(%)` and 14 other fields	High correlation
`Jitter:PPQ5` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`Jitter:DDP` is highly correlated with `Jitter(%)` and 14 other fields	High correlation
`Shimmer` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`Shimmer(dB)` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`Shimmer:APQ3` is highly correlated with `Jitter(%)` and 11 other fields	High correlation
`Shimmer:APQ5` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`Shimmer:APQ11` is highly correlated with `Jitter(%)` and 11 other fields	High correlation
`Shimmer:DDA` is highly correlated with `Jitter(%)` and 11 other fields	High correlation
`NHR` is highly correlated with `Jitter(%)` and 13 other fields	High correlation
`HNR` is highly correlated with `df_index` and 15 other fields	High correlation
`RPDE` is highly correlated with `Jitter(Abs)` and 8 other fields	High correlation
`DFA` is highly correlated with `df_index` and 6 other fields	High correlation
`PPE` is highly correlated with `Jitter(%)` and 12 other fields	High correlation
`df_index` is uniformly distributed	Uniform
`df_index` has unique values	Unique

Reproduction

Analysis started	2022-05-10 17:12:28.346312
Analysis finished	2022-05-10 17:13:40.422482
Duration	1 minute and 12.08 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	4104
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2952.019737

Minimum	0
Maximum	5874
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0
5-th percentile	323.45
Q1	1505.25
median	2958.5
Q3	4402.75
95-th percentile	5569.85
Maximum	5874
Range	5874
Interquartile range (IQR)	2897.5

Descriptive statistics

Standard deviation	1681.704785
Coefficient of variation (CV)	0.569679384
Kurtosis	-1.189026929
Mean	2952.019737
Median Absolute Deviation (MAD)	1449
Skewness	-0.003981580914
Sum	12115089
Variance	2828130.984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
4547	1	< 0.1%
4735	1	< 0.1%
637	1	< 0.1%
2684	1	< 0.1%
4731	1	< 0.1%
2680	1	< 0.1%
4727	1	< 0.1%
629	1	< 0.1%
2676	1	< 0.1%
Other values (4094)	4094	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
5874	1	< 0.1%
5873	1	< 0.1%
5872	1	< 0.1%
5868	1	< 0.1%
5866	1	< 0.1%
5863	1	< 0.1%
5861	1	< 0.1%
5860	1	< 0.1%
5858	1	< 0.1%
5856	1	< 0.1%

subject#
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	42
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.59844055

Minimum	1
Maximum	42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	11
median	22
Q3	33
95-th percentile	41
Maximum	42
Range	41
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	12.27190358
Coefficient of variation (CV)	0.5681847052
Kurtosis	-1.238306555
Mean	21.59844055
Median Absolute Deviation (MAD)	11
Skewness	-0.001227455083
Sum	88640
Variance	150.5996174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
41	116	2.8%
24	116	2.8%
7	116	2.8%
35	116	2.8%
29	115	2.8%
38	115	2.8%
5	108	2.6%
9	108	2.6%
34	107	2.6%
10	105	2.6%
Other values (32)	2982	72.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	95	2.3%
2	93	2.3%
3	95	2.3%
4	96	2.3%
5	108	2.6%
6	102	2.5%
7	116	2.8%
8	105	2.6%
9	108	2.6%
10	105	2.6%

Value	Count	Frequency (%)
42	97	2.4%
41	116	2.8%
40	96	2.3%
39	102	2.5%
38	115	2.8%
37	102	2.5%
36	87	2.1%
35	116	2.8%
34	107	2.6%
33	91	2.2%

age
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	23
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.78411306

Minimum	36
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	36
5-th percentile	49
Q1	58
median	65
Q3	72
95-th percentile	78
Maximum	85
Range	49
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.822714632
Coefficient of variation (CV)	0.1361863922
Kurtosis	0.6712772643
Mean	64.78411306
Median Absolute Deviation (MAD)	7
Skewness	-0.3962654495
Sum	265874
Variance	77.84029349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
66	296	7.2%
65	292	7.1%
58	290	7.1%
73	269	6.6%
57	262	6.4%
68	224	5.5%
72	211	5.1%
67	207	5.0%
59	206	5.0%
75	201	4.9%
Other values (13)	1646	40.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36	71	1.7%
49	186	4.5%
55	188	4.6%
56	102	2.5%
57	262	6.4%
58	290	7.1%
59	206	5.0%
60	116	2.8%
61	97	2.4%
62	163	4.0%

Value	Count	Frequency (%)
85	96	2.3%
78	115	2.8%
76	96	2.3%
75	201	4.9%
74	198	4.8%
73	269	6.6%
72	211	5.1%
71	116	2.8%
68	224	5.5%
67	207	5.0%

sex
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

0	2791
1	1313

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2791	68.0%
1	1313	32.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	2791	68.0%
1	1313	32.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

test_time
Real number (ℝ_≥0)

Distinct	2089
Distinct (%)	50.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	92.85115277

Minimum	0.39653
Maximum	215.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.39653
5-th percentile	13.306
Q1	47.36275
median	91.397
Q3	137.83
95-th percentile	175.46
Maximum	215.49
Range	215.09347
Interquartile range (IQR)	90.46725

Descriptive statistics

Standard deviation	53.07275794
Coefficient of variation (CV)	0.5715896503
Kurtosis	-1.123403441
Mean	92.85115277
Median Absolute Deviation (MAD)	45.403
Skewness	0.1023613355
Sum	381061.131
Variance	2816.717636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
126.26	11	0.3%
147.34	10	0.2%
119.34	9	0.2%
132.41	8	0.2%
168.39	8	0.2%
136.8	8	0.2%
123.83	8	0.2%
105.4	8	0.2%
158.8	8	0.2%
119.35	7	0.2%
Other values (2079)	4019	97.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.39653	1	< 0.1%
0.39861	2	< 0.1%
0.39931	1	< 0.1%
0.49861	2	< 0.1%
0.49931	1	< 0.1%
0.50139	1	< 0.1%
2.4861	1	< 0.1%
2.4868	2	< 0.1%
2.4889	1	< 0.1%
2.4896	1	< 0.1%

Value	Count	Frequency (%)
215.49	5	0.1%
212.39	4	0.1%
208.53	6	0.1%
204.4	6	0.1%
202.43	6	0.1%
202.3	4	0.1%
201.53	4	0.1%
198.36	5	0.1%
196.36	5	0.1%
195.79	5	0.1%

motor_UPDRS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1046
Distinct (%)	25.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.2342039

Minimum	5.0377
Maximum	39.511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	5.0377
5-th percentile	8.4496
Q1	14.89
median	20.652
Q3	27.54825
95-th percentile	34.985
Maximum	39.511
Range	34.4733
Interquartile range (IQR)	12.65825

Descriptive statistics

Standard deviation	8.107803117
Coefficient of variation (CV)	0.381827506
Kurtosis	-0.936941548
Mean	21.2342039
Median Absolute Deviation (MAD)	6.342
Skewness	0.07658536082
Sum	87145.1728
Variance	65.73647138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	99	2.4%
12	89	2.2%
31	61	1.5%
18	58	1.4%
17	52	1.3%
6	51	1.2%
31.776	10	0.2%
23.447	10	0.2%
33.643	9	0.2%
23.541	9	0.2%
Other values (1036)	3656	89.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.0377	2	< 0.1%
5.0378	2	< 0.1%
5.1375	2	< 0.1%
5.1376	2	< 0.1%
5.437	1	< 0.1%
5.4371	3	0.1%
5.5373	6	0.1%
5.6372	5	0.1%
5.7377	2	< 0.1%
5.8371	5	0.1%

Value	Count	Frequency (%)
39.511	3	0.1%
37.957	4	0.1%
37.664	4	0.1%
37.659	2	< 0.1%
37.658	3	0.1%
37.364	5	0.1%
37.298	2	< 0.1%
37.297	2	< 0.1%
37.282	2	< 0.1%
37.281	2	< 0.1%

total_UPDRS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1093
Distinct (%)	26.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.9466251

Minimum	7
Maximum	54.992
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	7
5-th percentile	12.319
Q1	21.343
median	27.486
Q3	36.399
95-th percentile	47.0667
Maximum	54.992
Range	47.992
Interquartile range (IQR)	15.056

Descriptive statistics

Standard deviation	10.65694893
Coefficient of variation (CV)	0.3681585985
Kurtosis	-0.3356411854
Mean	28.9466251
Median Absolute Deviation (MAD)	7.3
Skewness	0.2668601491
Sum	118796.9494
Variance	113.5705605
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	73	1.8%
19	50	1.2%
7	39	1.0%
26.477	10	0.2%
40.61	10	0.2%
27.486	9	0.2%
26.618	9	0.2%
26.218	9	0.2%
35.992	8	0.2%
34.044	8	0.2%
Other values (1083)	3879	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7	39	1.0%
7.0881	1	< 0.1%
7.0882	1	< 0.1%
7.0883	1	< 0.1%
7.0982	6	0.1%
7.1698	1	< 0.1%
7.1699	4	0.1%
7.2409	1	< 0.1%
7.241	3	0.1%
7.3119	6	0.1%

Value	Count	Frequency (%)
54.992	4	0.1%
54.948	4	0.1%
54.868	4	0.1%
54.789	5	0.1%
54.727	5	0.1%
54.709	4	0.1%
54.63	3	0.1%
54.613	3	0.1%
54.556	6	0.1%
54.55	2	< 0.1%

Jitter(%)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1155
Distinct (%)	28.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.006153625731

Minimum	0.00084
Maximum	0.09999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.00084
5-th percentile	0.0023115
Q1	0.00357
median	0.00493
Q3	0.00681
95-th percentile	0.0134655
Maximum	0.09999
Range	0.09915
Interquartile range (IQR)	0.00324

Descriptive statistics

Standard deviation	0.005642107799
Coefficient of variation (CV)	0.9168753586
Kurtosis	80.09606184
Mean	0.006153625731
Median Absolute Deviation (MAD)	0.00154
Skewness	6.983398662
Sum	25.25448
Variance	3.183338042 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00409	17	0.4%
0.00349	15	0.4%
0.00358	14	0.3%
0.0032	14	0.3%
0.00429	13	0.3%
0.00432	13	0.3%
0.00373	13	0.3%
0.00465	13	0.3%
0.00482	13	0.3%
0.00419	13	0.3%
Other values (1145)	3966	96.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00084	1	< 0.1%
0.00085	1	< 0.1%
0.0009	1	< 0.1%
0.00106	1	< 0.1%
0.00109	1	< 0.1%
0.0012	1	< 0.1%
0.00121	1	< 0.1%
0.00127	1	< 0.1%
0.00131	1	< 0.1%
0.00133	2	< 0.1%

Value	Count	Frequency (%)
0.09999	1	< 0.1%
0.09962	1	< 0.1%
0.08929	1	< 0.1%
0.08589	1	< 0.1%
0.08034	1	< 0.1%
0.06714	1	< 0.1%
0.05893	1	< 0.1%
0.05157	1	< 0.1%
0.04918	1	< 0.1%
0.04767	1	< 0.1%

Jitter(Abs)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3152
Distinct (%)	76.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.410895224 × 10^-5

Minimum	2.25 × 10^-6
Maximum	0.0003957
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	2.25 × 10^-6
5-th percentile	1.19315 × 10^-5
Q1	2.2275 × 10^-5
median	3.485 × 10^-5
Q3	5.39875 × 10^-5
95-th percentile	0.000107995
Maximum	0.0003957
Range	0.00039345
Interquartile range (IQR)	3.17125 × 10^-5

Descriptive statistics

Standard deviation	3.530223909 × 10^-5
Coefficient of variation (CV)	0.8003418195
Kurtosis	14.66720577
Mean	4.410895224 × 10^-5
Median Absolute Deviation (MAD)	1.462 × 10^-5
Skewness	2.978668016
Sum	0.18102314
Variance	1.246248085 × 10^-9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.351 × 10^-5	6	0.1%
3.101 × 10^-5	6	0.1%
2.095 × 10^-5	6	0.1%
2.657 × 10^-5	5	0.1%
1.744 × 10^-5	5	0.1%
3.032 × 10^-5	5	0.1%
2.373 × 10^-5	5	0.1%
4.169 × 10^-5	4	0.1%
2.027 × 10^-5	4	0.1%
2.055 × 10^-5	4	0.1%
Other values (3142)	4054	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.25 × 10^-6	1	< 0.1%
3.61 × 10^-6	1	< 0.1%
3.78 × 10^-6	1	< 0.1%
3.79 × 10^-6	1	< 0.1%
3.94 × 10^-6	1	< 0.1%
4.01 × 10^-6	1	< 0.1%
4.34 × 10^-6	1	< 0.1%
4.54 × 10^-6	1	< 0.1%
5.41 × 10^-6	1	< 0.1%
5.44 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.0003957	1	< 0.1%
0.00039089	1	< 0.1%
0.00033771	1	< 0.1%
0.00032197	1	< 0.1%
0.00030553	1	< 0.1%
0.00029007	1	< 0.1%
0.00028648	1	< 0.1%
0.00028463	1	< 0.1%
0.00027697	1	< 0.1%
0.00025986	1	< 0.1%

Jitter:RAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	756
Distinct (%)	18.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.002988209064

Minimum	0.00033
Maximum	0.05754
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.00033
5-th percentile	0.00098
Q1	0.00157
median	0.00226
Q3	0.00331
95-th percentile	0.00706
Maximum	0.05754
Range	0.05721
Interquartile range (IQR)	0.00174

Descriptive statistics

Standard deviation	0.003136258653
Coefficient of variation (CV)	1.049544588
Kurtosis	92.07217074
Mean	0.002988209064
Median Absolute Deviation (MAD)	0.00079
Skewness	7.492634115
Sum	12.26361
Variance	9.836118337 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00193	28	0.7%
0.00119	28	0.7%
0.00208	23	0.6%
0.00169	23	0.6%
0.00149	22	0.5%
0.00258	21	0.5%
0.00124	21	0.5%
0.0012	21	0.5%
0.00201	20	0.5%
0.00176	20	0.5%
Other values (746)	3877	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00033	1	< 0.1%
0.0004	2	< 0.1%
0.00042	1	< 0.1%
0.00043	1	< 0.1%
0.00046	1	< 0.1%
0.00048	1	< 0.1%
0.00049	1	< 0.1%
0.00052	2	< 0.1%
0.00053	1	< 0.1%
0.00055	1	< 0.1%

Value	Count	Frequency (%)
0.05754	1	< 0.1%
0.05451	1	< 0.1%
0.05435	1	< 0.1%
0.04961	1	< 0.1%
0.04522	1	< 0.1%
0.03979	1	< 0.1%
0.02977	1	< 0.1%
0.02941	1	< 0.1%
0.028	1	< 0.1%
0.02599	1	< 0.1%

Jitter:PPQ5
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	743
Distinct (%)	18.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.003278745127

Minimum	0.00045
Maximum	0.06956
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.00045
5-th percentile	0.00117
Q1	0.00182
median	0.00249
Q3	0.00349
95-th percentile	0.0069585
Maximum	0.06956
Range	0.06911
Interquartile range (IQR)	0.00167

Descriptive statistics

Standard deviation	0.003743512098
Coefficient of variation (CV)	1.141751479
Kurtosis	93.39218428
Mean	0.003278745127
Median Absolute Deviation (MAD)	0.0008
Skewness	8.074229772
Sum	13.45597
Variance	1.401388283 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00167	23	0.6%
0.00253	22	0.5%
0.00216	22	0.5%
0.0022	22	0.5%
0.00191	22	0.5%
0.00185	22	0.5%
0.00175	22	0.5%
0.00214	21	0.5%
0.0024	21	0.5%
0.00194	21	0.5%
Other values (733)	3886	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00045	2	< 0.1%
0.00052	2	< 0.1%
0.00056	1	< 0.1%
0.00058	1	< 0.1%
0.00063	3	0.1%
0.00064	4	0.1%
0.00065	1	< 0.1%
0.00068	1	< 0.1%
0.00069	2	< 0.1%
0.0007	1	< 0.1%

Value	Count	Frequency (%)
0.06956	1	< 0.1%
0.06084	1	< 0.1%
0.05724	1	< 0.1%
0.05689	1	< 0.1%
0.05513	1	< 0.1%
0.04917	1	< 0.1%
0.04341	1	< 0.1%
0.03993	1	< 0.1%
0.03657	1	< 0.1%
0.03556	1	< 0.1%

Jitter:DDP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1502
Distinct (%)	36.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.008964812378

Minimum	0.00098
Maximum	0.17263
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.00098
5-th percentile	0.00295
Q1	0.00472
median	0.00678
Q3	0.00992
95-th percentile	0.0211785
Maximum	0.17263
Range	0.17165
Interquartile range (IQR)	0.0052

Descriptive statistics

Standard deviation	0.009408756598
Coefficient of variation (CV)	1.049520749
Kurtosis	92.06985648
Mean	0.008964812378
Median Absolute Deviation (MAD)	0.00238
Skewness	7.492504207
Sum	36.79159
Variance	8.852470072 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00578	14	0.3%
0.00358	12	0.3%
0.00508	12	0.3%
0.00356	11	0.3%
0.00667	11	0.3%
0.00499	11	0.3%
0.0058	11	0.3%
0.0059	11	0.3%
0.00625	11	0.3%
0.00442	10	0.2%
Other values (1492)	3990	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00098	1	< 0.1%
0.00121	2	< 0.1%
0.00125	1	< 0.1%
0.00128	1	< 0.1%
0.00138	1	< 0.1%
0.00143	1	< 0.1%
0.00147	1	< 0.1%
0.00156	2	< 0.1%
0.00158	1	< 0.1%
0.00164	1	< 0.1%

Value	Count	Frequency (%)
0.17263	1	< 0.1%
0.16352	1	< 0.1%
0.16304	1	< 0.1%
0.14883	1	< 0.1%
0.13567	1	< 0.1%
0.11937	1	< 0.1%
0.08932	1	< 0.1%
0.08822	1	< 0.1%
0.08399	1	< 0.1%
0.07796	1	< 0.1%

Shimmer
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2845
Distinct (%)	69.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03403431774

Minimum	0.00306
Maximum	0.23915
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.00306
5-th percentile	0.0120015
Q1	0.01913
median	0.02743
Q3	0.03987
95-th percentile	0.0742415
Maximum	0.23915
Range	0.23609
Interquartile range (IQR)	0.02074

Descriptive statistics

Standard deviation	0.02577599947
Coefficient of variation (CV)	0.7573532005
Kurtosis	14.56641167
Mean	0.03403431774
Median Absolute Deviation (MAD)	0.00959
Skewness	3.25456515
Sum	139.67684
Variance	0.0006644021485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01807	6	0.1%
0.01784	6	0.1%
0.01972	6	0.1%
0.02625	5	0.1%
0.01519	5	0.1%
0.01453	5	0.1%
0.01682	5	0.1%
0.02837	5	0.1%
0.02454	5	0.1%
0.01502	5	0.1%
Other values (2835)	4051	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00306	1	< 0.1%
0.00344	1	< 0.1%
0.00379	1	< 0.1%
0.00406	1	< 0.1%
0.00455	1	< 0.1%
0.00483	1	< 0.1%
0.00494	1	< 0.1%
0.00504	1	< 0.1%
0.00516	1	< 0.1%
0.00549	1	< 0.1%

Value	Count	Frequency (%)
0.23915	1	< 0.1%
0.22691	1	< 0.1%
0.22221	1	< 0.1%
0.21805	1	< 0.1%
0.21362	1	< 0.1%
0.20406	1	< 0.1%
0.20175	1	< 0.1%
0.20126	1	< 0.1%
0.19774	1	< 0.1%
0.19582	1	< 0.1%

Shimmer(dB)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	770
Distinct (%)	18.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3109373782

Minimum	0.026
Maximum	1.97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.026
5-th percentile	0.11015
Q1	0.175
median	0.253
Q3	0.36625
95-th percentile	0.672
Maximum	1.97
Range	1.944
Interquartile range (IQR)	0.19125

Descriptive statistics

Standard deviation	0.2297642111
Coefficient of variation (CV)	0.738940466
Kurtosis	12.704622
Mean	0.3109373782
Median Absolute Deviation (MAD)	0.089
Skewness	3.055599958
Sum	1276.087
Variance	0.05279159271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.164	25	0.6%
0.178	22	0.5%
0.208	22	0.5%
0.201	21	0.5%
0.17	21	0.5%
0.206	20	0.5%
0.16	19	0.5%
0.172	19	0.5%
0.142	19	0.5%
0.222	19	0.5%
Other values (760)	3897	95.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.026	1	< 0.1%
0.03	1	< 0.1%
0.034	1	< 0.1%
0.035	1	< 0.1%
0.041	1	< 0.1%
0.045	1	< 0.1%
0.047	1	< 0.1%
0.049	1	< 0.1%
0.05	1	< 0.1%
0.051	1	< 0.1%

Value	Count	Frequency (%)
1.97	1	< 0.1%
1.937	1	< 0.1%
1.872	1	< 0.1%
1.845	1	< 0.1%
1.828	1	< 0.1%
1.798	1	< 0.1%
1.752	1	< 0.1%
1.722	1	< 0.1%
1.716	1	< 0.1%
1.71	1	< 0.1%

Shimmer:APQ3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2238
Distinct (%)	54.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01715053606

Minimum	0.00161
Maximum	0.16267
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.00161
5-th percentile	0.0054
Q1	0.0092675
median	0.0137
Q3	0.02061
95-th percentile	0.0392465
Maximum	0.16267
Range	0.16106
Interquartile range (IQR)	0.0113425

Descriptive statistics

Standard deviation	0.01322787125
Coefficient of variation (CV)	0.7712803377
Kurtosis	15.34006771
Mean	0.01715053606
Median Absolute Deviation (MAD)	0.00519
Skewness	3.121533445
Sum	70.3858
Variance	0.0001749765777
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.011	10	0.2%
0.01229	8	0.2%
0.00797	8	0.2%
0.01109	7	0.2%
0.01064	7	0.2%
0.00863	7	0.2%
0.00817	6	0.1%
0.01761	6	0.1%
0.00969	6	0.1%
0.01047	6	0.1%
Other values (2228)	4033	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00161	1	< 0.1%
0.00172	1	< 0.1%
0.00178	1	< 0.1%
0.00185	1	< 0.1%
0.00193	1	< 0.1%
0.00205	1	< 0.1%
0.00211	1	< 0.1%
0.00214	1	< 0.1%
0.00217	1	< 0.1%
0.00221	1	< 0.1%

Value	Count	Frequency (%)
0.16267	1	< 0.1%
0.14428	1	< 0.1%
0.10705	1	< 0.1%
0.10574	1	< 0.1%
0.10295	1	< 0.1%
0.10291	1	< 0.1%
0.10098	1	< 0.1%
0.10051	1	< 0.1%
0.10031	1	< 0.1%
0.0983	1	< 0.1%

Shimmer:APQ5
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2390
Distinct (%)	58.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02010267057

Minimum	0.00194
Maximum	0.16702
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.00194
5-th percentile	0.0065215
Q1	0.01078
median	0.015895
Q3	0.02381
95-th percentile	0.0448955
Maximum	0.16702
Range	0.16508
Interquartile range (IQR)	0.01303

Descriptive statistics

Standard deviation	0.01646299921
Coefficient of variation (CV)	0.8189458788
Kurtosis	18.70243678
Mean	0.02010267057
Median Absolute Deviation (MAD)	0.005965
Skewness	3.627209753
Sum	82.50136
Variance	0.0002710303431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01214	8	0.2%
0.01452	7	0.2%
0.0154	7	0.2%
0.01175	7	0.2%
0.0111	7	0.2%
0.01462	6	0.1%
0.01977	6	0.1%
0.00945	6	0.1%
0.00962	6	0.1%
0.0085	6	0.1%
Other values (2380)	4038	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00194	1	< 0.1%
0.00205	1	< 0.1%
0.00222	1	< 0.1%
0.00233	1	< 0.1%
0.00235	1	< 0.1%
0.00238	1	< 0.1%
0.00253	1	< 0.1%
0.00258	1	< 0.1%
0.00265	1	< 0.1%
0.00266	1	< 0.1%

Value	Count	Frequency (%)
0.16702	1	< 0.1%
0.16246	1	< 0.1%
0.15279	1	< 0.1%
0.15212	1	< 0.1%
0.1517	1	< 0.1%
0.14779	1	< 0.1%
0.14281	1	< 0.1%
0.13833	1	< 0.1%
0.13302	1	< 0.1%
0.13274	1	< 0.1%

Shimmer:APQ11
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2669
Distinct (%)	65.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02743364522

Minimum	0.00249
Maximum	0.27546
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.00249
5-th percentile	0.0094915
Q1	0.0156475
median	0.022525
Q3	0.0329325
95-th percentile	0.06083
Maximum	0.27546
Range	0.27297
Interquartile range (IQR)	0.017285

Descriptive statistics

Standard deviation	0.01997780153
Coefficient of variation (CV)	0.7282226393
Kurtosis	19.23640334
Mean	0.02743364522
Median Absolute Deviation (MAD)	0.008095
Skewness	3.393241657
Sum	112.58768
Variance	0.0003991125541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0156	8	0.2%
0.0313	6	0.1%
0.01425	6	0.1%
0.01181	6	0.1%
0.02509	6	0.1%
0.01915	5	0.1%
0.01111	5	0.1%
0.01139	5	0.1%
0.03906	5	0.1%
0.01749	5	0.1%
Other values (2659)	4047	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00249	1	< 0.1%
0.00292	1	< 0.1%
0.00299	1	< 0.1%
0.00318	1	< 0.1%
0.0032	2	< 0.1%
0.00346	1	< 0.1%
0.00375	1	< 0.1%
0.00378	1	< 0.1%
0.00386	1	< 0.1%
0.00403	1	< 0.1%

Value	Count	Frequency (%)
0.27546	1	< 0.1%
0.20585	1	< 0.1%
0.18636	1	< 0.1%
0.17915	1	< 0.1%
0.17668	1	< 0.1%
0.17611	1	< 0.1%
0.17411	1	< 0.1%
0.1686	1	< 0.1%
0.16328	1	< 0.1%
0.16184	1	< 0.1%

Shimmer:DDA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3216
Distinct (%)	78.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05145137671

Minimum	0.00484
Maximum	0.48802
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.00484
5-th percentile	0.0162
Q1	0.0277925
median	0.04111
Q3	0.0618325
95-th percentile	0.1177395
Maximum	0.48802
Range	0.48318
Interquartile range (IQR)	0.03404

Descriptive statistics

Standard deviation	0.0396837004
Coefficient of variation (CV)	0.771285492
Kurtosis	15.34003079
Mean	0.05145137671
Median Absolute Deviation (MAD)	0.015575
Skewness	3.121528744
Sum	211.15645
Variance	0.001574796077
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02452	5	0.1%
0.02589	5	0.1%
0.03299	5	0.1%
0.03597	5	0.1%
0.02225	4	0.1%
0.04115	4	0.1%
0.026	4	0.1%
0.02694	4	0.1%
0.03019	4	0.1%
0.03664	4	0.1%
Other values (3206)	4060	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00484	1	< 0.1%
0.00515	1	< 0.1%
0.00533	1	< 0.1%
0.00554	1	< 0.1%
0.0058	1	< 0.1%
0.00616	1	< 0.1%
0.00632	1	< 0.1%
0.00643	1	< 0.1%
0.00651	1	< 0.1%
0.00664	1	< 0.1%

Value	Count	Frequency (%)
0.48802	1	< 0.1%
0.43283	1	< 0.1%
0.32114	1	< 0.1%
0.31721	1	< 0.1%
0.30884	1	< 0.1%
0.30874	1	< 0.1%
0.30293	1	< 0.1%
0.30154	1	< 0.1%
0.30092	1	< 0.1%
0.29489	1	< 0.1%

NHR
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3937
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03191322563

Minimum	0.000286
Maximum	0.74826
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.000286
5-th percentile	0.00411055
Q1	0.01091175
median	0.018577
Q3	0.0317965
95-th percentile	0.088403
Maximum	0.74826
Range	0.747974
Interquartile range (IQR)	0.02088475

Descriptive statistics

Standard deviation	0.05776503695
Coefficient of variation (CV)	1.810065758
Kurtosis	55.07787487
Mean	0.03191322563
Median Absolute Deviation (MAD)	0.0093505
Skewness	6.632003667
Sum	130.971878
Variance	0.003336799494
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.012619	3	0.1%
0.007452	3	0.1%
0.013965	3	0.1%
0.004856	3	0.1%
0.008311	3	0.1%
0.0155	2	< 0.1%
0.014043	2	< 0.1%
0.016057	2	< 0.1%
0.018117	2	< 0.1%
0.012174	2	< 0.1%
Other values (3927)	4079	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.000286	1	< 0.1%
0.000626	1	< 0.1%
0.000627	1	< 0.1%
0.000774	1	< 0.1%
0.000883	1	< 0.1%
0.000993	1	< 0.1%
0.001121	1	< 0.1%
0.001143	1	< 0.1%
0.001167	1	< 0.1%
0.001179	1	< 0.1%

Value	Count	Frequency (%)
0.74826	1	< 0.1%
0.72405	1	< 0.1%
0.70867	1	< 0.1%
0.70644	1	< 0.1%
0.70463	1	< 0.1%
0.64281	1	< 0.1%
0.60975	1	< 0.1%
0.59134	1	< 0.1%
0.57561	1	< 0.1%
0.55907	1	< 0.1%

HNR
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3558
Distinct (%)	86.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.66957432

Minimum	1.659
Maximum	37.875
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	1.659
5-th percentile	14.8772
Q1	19.349
median	21.9185
Q3	24.5065
95-th percentile	28.0282
Maximum	37.875
Range	36.216
Interquartile range (IQR)	5.1575

Descriptive statistics

Standard deviation	4.30116761
Coefficient of variation (CV)	0.1984887911
Kurtosis	2.241763031
Mean	21.66957432
Median Absolute Deviation (MAD)	2.5775
Skewness	-0.7670747763
Sum	88931.933
Variance	18.50004281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.988	5	0.1%
21.581	5	0.1%
22.184	4	0.1%
25.405	4	0.1%
20.381	4	0.1%
22.677	4	0.1%
17.526	4	0.1%
21.122	3	0.1%
19.976	3	0.1%
22.271	3	0.1%
Other values (3548)	4065	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.659	1	< 0.1%
1.799	1	< 0.1%
1.811	1	< 0.1%
1.853	1	< 0.1%
1.998	1	< 0.1%
2.945	1	< 0.1%
2.964	1	< 0.1%
3.096	1	< 0.1%
3.175	1	< 0.1%
3.295	1	< 0.1%

Value	Count	Frequency (%)
37.875	1	< 0.1%
36.448	1	< 0.1%
34.836	1	< 0.1%
34.795	1	< 0.1%
34.555	1	< 0.1%
34.457	1	< 0.1%
33.629	1	< 0.1%
33.604	1	< 0.1%
33.068	1	< 0.1%
33.051	1	< 0.1%

RPDE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3874
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5421752534

Minimum	0.20929
Maximum	0.96608
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.20929
5-th percentile	0.376119
Q1	0.471225
median	0.542695
Q3	0.6150525
95-th percentile	0.702247
Maximum	0.96608
Range	0.75679
Interquartile range (IQR)	0.1438275

Descriptive statistics

Standard deviation	0.1011614877
Coefficient of variation (CV)	0.1865844799
Kurtosis	-0.08007469239
Mean	0.5421752534
Median Absolute Deviation (MAD)	0.07202
Skewness	-0.03264904762
Sum	2225.08724
Variance	0.01023364659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6975	3	0.1%
0.49907	3	0.1%
0.56557	3	0.1%
0.52472	3	0.1%
0.53101	3	0.1%
0.499	3	0.1%
0.53515	3	0.1%
0.66057	3	0.1%
0.48907	2	< 0.1%
0.59769	2	< 0.1%
Other values (3864)	4076	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.20929	1	< 0.1%
0.21622	1	< 0.1%
0.24663	1	< 0.1%
0.24871	1	< 0.1%
0.24933	1	< 0.1%
0.24934	1	< 0.1%
0.25075	1	< 0.1%
0.25878	1	< 0.1%
0.26589	1	< 0.1%
0.2691	1	< 0.1%

Value	Count	Frequency (%)
0.96608	1	< 0.1%
0.94792	1	< 0.1%
0.93507	1	< 0.1%
0.92615	1	< 0.1%
0.92236	1	< 0.1%
0.91559	1	< 0.1%
0.86912	1	< 0.1%
0.86563	1	< 0.1%
0.84926	1	< 0.1%
0.83148	1	< 0.1%

DFA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3811
Distinct (%)	92.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6541436647

Minimum	0.51404
Maximum	0.8656
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.51404
5-th percentile	0.550929
Q1	0.5969275
median	0.644965
Q3	0.71229
95-th percentile	0.774777
Maximum	0.8656
Range	0.35156
Interquartile range (IQR)	0.1153625

Descriptive statistics

Standard deviation	0.07091910321
Coefficient of variation (CV)	0.1084151801
Kurtosis	-0.8732350656
Mean	0.6541436647
Median Absolute Deviation (MAD)	0.056135
Skewness	0.2824988762
Sum	2684.6056
Variance	0.005029519201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.63834	3	0.1%
0.64845	3	0.1%
0.71749	3	0.1%
0.58921	3	0.1%
0.63871	3	0.1%
0.5939	3	0.1%
0.57965	3	0.1%
0.73743	3	0.1%
0.72648	3	0.1%
0.58974	3	0.1%
Other values (3801)	4074	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.51404	1	< 0.1%
0.51468	1	< 0.1%
0.51687	1	< 0.1%
0.51971	1	< 0.1%
0.52092	1	< 0.1%
0.52114	1	< 0.1%
0.52301	1	< 0.1%
0.52334	1	< 0.1%
0.52447	1	< 0.1%
0.52472	1	< 0.1%

Value	Count	Frequency (%)
0.8656	1	< 0.1%
0.8592	1	< 0.1%
0.84083	1	< 0.1%
0.83627	1	< 0.1%
0.8286	1	< 0.1%
0.82298	1	< 0.1%
0.822	1	< 0.1%
0.82109	1	< 0.1%
0.81901	1	< 0.1%
0.81758	1	< 0.1%

PPE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3484
Distinct (%)	84.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2204961908

Minimum	0.021983
Maximum	0.73173
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.2 KiB

Quantile statistics

Minimum	0.021983
5-th percentile	0.09978
Q1	0.1548225
median	0.20618
Q3	0.26677
95-th percentile	0.3961165
Maximum	0.73173
Range	0.709747
Interquartile range (IQR)	0.1119475

Descriptive statistics

Standard deviation	0.09267081876
Coefficient of variation (CV)	0.4202830825
Kurtosis	1.900643567
Mean	0.2204961908
Median Absolute Deviation (MAD)	0.05457
Skewness	1.081201061
Sum	904.916367
Variance	0.008587880649
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.086541	12	0.3%
0.1386	9	0.2%
0.080358	8	0.2%
0.13399	8	0.2%
0.13455	8	0.2%
0.10312	8	0.2%
0.10562	8	0.2%
0.097894	7	0.2%
0.092377	7	0.2%
0.13203	6	0.1%
Other values (3474)	4023	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.021983	1	< 0.1%
0.026336	1	< 0.1%
0.02761	1	< 0.1%
0.028277	1	< 0.1%
0.032858	1	< 0.1%
0.033166	1	< 0.1%
0.033362	1	< 0.1%
0.035155	1	< 0.1%
0.037631	1	< 0.1%
0.037803	2	< 0.1%

Value	Count	Frequency (%)
0.73173	1	< 0.1%
0.73152	1	< 0.1%
0.69056	1	< 0.1%
0.6779	1	< 0.1%
0.64235	1	< 0.1%
0.6189	1	< 0.1%
0.61445	1	< 0.1%
0.60333	1	< 0.1%
0.60312	1	< 0.1%
0.59957	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	subject#	age	sex	test_time	motor_UPDRS	total_UPDRS	Jitter(%)	Jitter:RAP	Jitter:PPQ5	Jitter:DDP	Shimmer	Shimmer(dB)	Shimmer:APQ3	Shimmer:APQ5	Shimmer:APQ11	Shimmer:DDA	NHR	HNR	RPDE	DFA	PPE
0	5055	37	56	1	175.82	37.66	48.53	0.01	0.00	0.00	0.01	0.02	0.22	0.01	0.02	0.02	0.04	0.04	21.67	0.49	0.60	0.18
1	1426	10	58	0	17.32	12.00	19.00	0.01	0.01	0.01	0.02	0.04	0.47	0.02	0.02	0.04	0.06	0.04	22.59	0.59	0.74	0.33
2	2145	16	65	0	89.47	8.01	18.03	0.01	0.00	0.00	0.01	0.04	0.34	0.02	0.02	0.03	0.06	0.03	17.42	0.67	0.68	0.31
3	3527	26	49	0	59.84	26.33	33.32	0.01	0.01	0.01	0.02	0.06	0.58	0.03	0.04	0.06	0.10	0.06	13.85	0.71	0.72	0.47
4	214	2	58	0	115.80	14.22	16.40	0.01	0.00	0.00	0.01	0.04	0.36	0.02	0.03	0.03	0.07	0.01	20.21	0.46	0.80	0.20
5	1614	11	55	0	14.52	17.89	20.18	0.00	0.00	0.00	0.00	0.01	0.13	0.01	0.01	0.01	0.02	0.00	27.69	0.45	0.58	0.08
6	5291	39	66	0	113.88	32.01	42.75	0.00	0.00	0.00	0.00	0.02	0.18	0.01	0.01	0.02	0.03	0.00	26.42	0.50	0.70	0.13
7	1717	12	62	0	98.36	15.00	21.19	0.01	0.00	0.00	0.01	0.03	0.24	0.01	0.02	0.03	0.04	0.02	20.94	0.54	0.56	0.17
8	2700	20	67	0	67.89	10.77	16.77	0.01	0.00	0.00	0.01	0.03	0.28	0.02	0.02	0.02	0.05	0.01	25.16	0.48	0.80	0.22
9	4513	33	66	1	44.37	24.54	28.93	0.00	0.00	0.00	0.01	0.04	0.33	0.02	0.02	0.03	0.06	0.02	21.21	0.50	0.53	0.21

Last rows

	df_index	subject#	age	sex	test_time	motor_UPDRS	total_UPDRS	Jitter(%)	Jitter:PPQ5	Jitter:DDP	Shimmer	Shimmer(dB)	Shimmer:APQ3	Shimmer:APQ5	Shimmer:APQ11	Shimmer:DDA	NHR	HNR	RPDE	DFA	PPE
4094	4426	33	66	1	58.41	25.03	29.54	0.01	0.00	0.01	0.05	0.42	0.03	0.03	0.03	0.08	0.05	16.35	0.62	0.58	0.30
4095	5340	39	66	0	119.39	32.25	42.94	0.00	0.00	0.00	0.01	0.12	0.01	0.01	0.01	0.02	0.00	27.77	0.45	0.60	0.07
4096	466	4	74	0	44.69	13.40	19.83	0.01	0.01	0.01	0.09	0.89	0.05	0.06	0.08	0.15	0.06	17.83	0.63	0.59	0.24
4097	5741	42	61	0	115.64	24.40	35.40	0.01	0.00	0.01	0.03	0.34	0.01	0.02	0.03	0.04	0.05	22.59	0.51	0.58	0.24
4098	3092	23	59	1	51.42	13.57	24.20	0.01	0.00	0.01	0.02	0.20	0.01	0.01	0.02	0.03	0.02	22.74	0.41	0.68	0.19
4099	3772	28	74	1	97.32	30.39	35.22	0.01	0.00	0.01	0.03	0.23	0.01	0.02	0.02	0.04	0.02	20.29	0.61	0.73	0.27
4100	5197	38	67	0	160.74	19.58	26.86	0.00	0.00	0.01	0.02	0.18	0.01	0.01	0.01	0.03	0.03	23.12	0.48	0.65	0.20
4101	5232	38	67	0	56.76	19.87	26.74	0.00	0.00	0.01	0.02	0.18	0.01	0.01	0.01	0.03	0.02	22.95	0.60	0.61	0.28
4102	5396	39	66	0	12.59	25.83	35.11	0.00	0.00	0.00	0.02	0.21	0.01	0.01	0.02	0.03	0.01	24.88	0.48	0.58	0.18
4103	860	6	63	0	180.34	29.97	45.96	0.01	0.00	0.01	0.04	0.39	0.03	0.03	0.03	0.08	0.03	18.86	0.55	0.65	0.24

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows